{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: wfdb in /home/idies/miniconda3/lib/python3.8/site-packages (4.0.0)\n",
      "Requirement already satisfied: pandas<2.0.0,>=1.0.0 in /home/idies/miniconda3/lib/python3.8/site-packages (from wfdb) (1.1.2)\n",
      "Requirement already satisfied: numpy<2.0.0,>=1.10.1 in /home/idies/miniconda3/lib/python3.8/site-packages (from wfdb) (1.19.1)\n",
      "Requirement already satisfied: scipy<2.0.0,>=1.0.0 in /home/idies/miniconda3/lib/python3.8/site-packages (from wfdb) (1.5.2)\n",
      "Requirement already satisfied: requests<3.0.0,>=2.8.1 in /home/idies/miniconda3/lib/python3.8/site-packages (from wfdb) (2.24.0)\n",
      "Requirement already satisfied: SoundFile<0.12.0,>=0.10.0 in /home/idies/miniconda3/lib/python3.8/site-packages (from wfdb) (0.11.0)\n",
      "Requirement already satisfied: matplotlib<4.0.0,>=3.2.2 in /home/idies/miniconda3/lib/python3.8/site-packages (from wfdb) (3.3.1)\n",
      "Requirement already satisfied: python-dateutil>=2.7.3 in /home/idies/miniconda3/lib/python3.8/site-packages (from pandas<2.0.0,>=1.0.0->wfdb) (2.8.1)\n",
      "Requirement already satisfied: pytz>=2017.2 in /home/idies/miniconda3/lib/python3.8/site-packages (from pandas<2.0.0,>=1.0.0->wfdb) (2020.1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /home/idies/miniconda3/lib/python3.8/site-packages (from requests<3.0.0,>=2.8.1->wfdb) (2020.6.20)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /home/idies/miniconda3/lib/python3.8/site-packages (from requests<3.0.0,>=2.8.1->wfdb) (1.25.10)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /home/idies/miniconda3/lib/python3.8/site-packages (from requests<3.0.0,>=2.8.1->wfdb) (2.10)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /home/idies/miniconda3/lib/python3.8/site-packages (from requests<3.0.0,>=2.8.1->wfdb) (3.0.4)\n",
      "Requirement already satisfied: cffi>=1.0 in /home/idies/miniconda3/lib/python3.8/site-packages (from SoundFile<0.12.0,>=0.10.0->wfdb) (1.14.1)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /home/idies/miniconda3/lib/python3.8/site-packages (from matplotlib<4.0.0,>=3.2.2->wfdb) (1.2.0)\n",
      "Requirement already satisfied: pillow>=6.2.0 in /home/idies/miniconda3/lib/python3.8/site-packages (from matplotlib<4.0.0,>=3.2.2->wfdb) (7.2.0)\n",
      "Requirement already satisfied: cycler>=0.10 in /home/idies/miniconda3/lib/python3.8/site-packages (from matplotlib<4.0.0,>=3.2.2->wfdb) (0.10.0)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in /home/idies/miniconda3/lib/python3.8/site-packages (from matplotlib<4.0.0,>=3.2.2->wfdb) (2.4.7)\n",
      "Requirement already satisfied: six>=1.5 in /home/idies/miniconda3/lib/python3.8/site-packages (from python-dateutil>=2.7.3->pandas<2.0.0,>=1.0.0->wfdb) (1.15.0)\n",
      "Requirement already satisfied: pycparser in /home/idies/miniconda3/lib/python3.8/site-packages (from cffi>=1.0->SoundFile<0.12.0,>=0.10.0->wfdb) (2.20)\n"
     ]
    }
   ],
   "source": [
    "!pip install wfdb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "II (units mV):\n",
      "[-72. -72. -72. -72. -24. -24. -24. -24. -72. -72. -72. -72. -24. -24.\n",
      " -24. -24. -72. -72. -72. -72. -24. -24. -24. -24. -72. -72. -72. -72.\n",
      " -24. -24. -24. -24. -72. -72. -72. -72. -24. -24. -24. -24. -72. -72.\n",
      " -72. -72. -24. -24. -24. -24. -72. -72.]\n",
      "AVF (units mV):\n",
      "[-72. -72. -72. -72. -24. -24. -24. -24. -72. -72. -72. -72. -24. -24.\n",
      " -24. -24. -72. -72. -72. -72. -24. -24. -24. -24. -72. -72. -72. -72.\n",
      " -24. -24. -24. -24. -72. -72. -72. -72. -24. -24. -24. -24. -72. -72.\n",
      " -72. -72. -24. -24. -24. -24. -72. -72.]\n",
      "ABP (units mmHg):\n",
      "[-72. -72. -72. -72. -24. -24. -24. -24. -72. -72. -72. -72. -24. -24.\n",
      " -24. -24. -72. -72. -72. -72. -24. -24. -24. -24. -72. -72. -72. -72.\n",
      " -24. -24. -24. -24. -72. -72. -72. -72. -24. -24. -24. -24. -72. -72.\n",
      " -72. -72. -24. -24. -24. -24. -72. -72.]\n",
      "PAP (units mmHg):\n",
      "[-72. -72. -72. -72. -24. -24. -24. -24. -72. -72. -72. -72. -24. -24.\n",
      " -24. -24. -72. -72. -72. -72. -24. -24. -24. -24. -72. -72. -72. -72.\n",
      " -24. -24. -24. -24. -72. -72. -72. -72. -24. -24. -24. -24. -72. -72.\n",
      " -72. -72. -24. -24. -24. -24. -72. -72.]\n"
     ]
    }
   ],
   "source": [
    "import wfdb\n",
    "\n",
    "rec = wfdb.rdrecord('p00/p000020/3544749_0001',\n",
    "                    sampfrom=0, sampto=50,\n",
    "                    smooth_frames=False)\n",
    "\n",
    "for (name, units, data) in zip(rec.sig_name,\n",
    "                               rec.units,\n",
    "                               rec.e_p_signal):\n",
    "    print('{} (units {}):'.format(name, units))\n",
    "    print(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Press enter to continue... \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Press enter to continue... \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Press enter to continue... \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Press enter to continue... \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Press enter to continue... \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Press enter to continue... \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Press enter to continue... \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Press enter to continue... \n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "sampto must be greater than sampfrom",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m\u001b[0m",
      "\u001b[0;31mValueError\u001b[0mTraceback (most recent call last)",
      "\u001b[0;32m<ipython-input-13-3910fe6d4b30>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mroot\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'/home/idies/workspace/Storage/msyaile1/persistent/'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mwfdb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_all_records\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdirectory\u001b[0m\u001b[0;34m=\u001b[0m \u001b[0mroot\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'p00/p000020/'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/miniconda3/lib/python3.8/site-packages/wfdb/plot/plot.py\u001b[0m in \u001b[0;36mplot_all_records\u001b[0;34m(directory)\u001b[0m\n\u001b[1;32m   1195\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1196\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mrecord_name\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrecords\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1197\u001b[0;31m         \u001b[0mrecord\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrdrecord\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdirectory\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrecord_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1198\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1199\u001b[0m         \u001b[0mplot_wfdb\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrecord\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtitle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Record - %s\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mrecord\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrecord_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/lib/python3.8/site-packages/wfdb/io/record.py\u001b[0m in \u001b[0;36mrdrecord\u001b[0;34m(record_name, sampfrom, sampto, channels, physical, pn_dir, m2s, smooth_frames, ignore_skew, return_res, force_channels, channel_names, warn_empty)\u001b[0m\n\u001b[1;32m   2037\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2038\u001b[0m     \u001b[0;31m# Ensure that input fields are valid for the record\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2039\u001b[0;31m     record.check_read_inputs(\n\u001b[0m\u001b[1;32m   2040\u001b[0m         \u001b[0msampfrom\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msampto\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mchannels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mphysical\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msmooth_frames\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreturn_res\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2041\u001b[0m     )\n",
      "\u001b[0;32m~/miniconda3/lib/python3.8/site-packages/wfdb/io/record.py\u001b[0m in \u001b[0;36mcheck_read_inputs\u001b[0;34m(self, sampfrom, sampto, channels, physical, smooth_frames, return_res)\u001b[0m\n\u001b[1;32m    618\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"sampto must be shorter than the signal length\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    619\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0msampto\u001b[0m \u001b[0;34m<=\u001b[0m \u001b[0msampfrom\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 620\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"sampto must be greater than sampfrom\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    621\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    622\u001b[0m         \u001b[0;31m# Channel Ranges\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: sampto must be greater than sampfrom"
     ]
    }
   ],
   "source": [
    "root = '/home/idies/workspace/Storage/msyaile1/persistent/'\n",
    "wfdb.plot.plot_all_records(directory= root+'p00/p000020/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: '/home/idies/workspace/Storage/msyaile1/persistent/p00/p000020/3544749_0001.atr'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0mTraceback (most recent call last)",
      "\u001b[0;32m<ipython-input-10-013115d1566c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     21\u001b[0m             \u001b[0;31m# Load a waveform record\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     22\u001b[0m             \u001b[0mrecord\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mwfdb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrdrecord\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile_path\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# the path to the record should not include the file extension\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m             \u001b[0mannotation\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mwfdb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrdann\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile_path\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'atr'\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# the path to the annotation should not include the file extension\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     24\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     25\u001b[0m             \u001b[0;31m# Extract some basic features from the waveform, in this case mean and std deviation\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/lib/python3.8/site-packages/wfdb/io/annotation.py\u001b[0m in \u001b[0;36mrdann\u001b[0;34m(record_name, extension, sampfrom, sampto, shift_samps, pn_dir, return_label_elements, summarize_labels)\u001b[0m\n\u001b[1;32m   1936\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1937\u001b[0m     \u001b[0;31m# Read the file in byte pairs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1938\u001b[0;31m     \u001b[0mfilebytes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_byte_pairs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrecord_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mextension\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpn_dir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1939\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1940\u001b[0m     \u001b[0;31m# Get WFDB annotation fields from the file bytes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/lib/python3.8/site-packages/wfdb/io/annotation.py\u001b[0m in \u001b[0;36mload_byte_pairs\u001b[0;34m(record_name, extension, pn_dir)\u001b[0m\n\u001b[1;32m   2077\u001b[0m     \u001b[0;31m# local file\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2078\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mpn_dir\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2079\u001b[0;31m         \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrecord_name\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m\".\"\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mextension\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"rb\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2080\u001b[0m             \u001b[0mfilebytes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfromfile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"<u1\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2081\u001b[0m     \u001b[0;31m# PhysioNet file\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/home/idies/workspace/Storage/msyaile1/persistent/p00/p000020/3544749_0001.atr'"
     ]
    }
   ],
   "source": [
    "# import necessary libraries\n",
    "import os\n",
    "import numpy as np\n",
    "import wfdb\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Start with the path to the directory containing all patient folders\n",
    "base_path = '/home/idies/workspace/Storage/msyaile1/persistent/'  # replace this with your base path\n",
    "\n",
    "waveform_features = []\n",
    "targets = []\n",
    "\n",
    "# Walk through all subdirectories\n",
    "for root, dirs, files in os.walk(base_path):\n",
    "    for file in files:\n",
    "        if file.endswith('.dat'):  # assuming your waveform data is in .dat files\n",
    "            file_path = os.path.join(root, file)\n",
    "\n",
    "            # Load a waveform record\n",
    "            record = wfdb.rdrecord(file_path[:-4])  # the path to the record should not include the file extension\n",
    "            annotation = wfdb.rdann(file_path[:-4], 'atr')  # the path to the annotation should not include the file extension\n",
    "\n",
    "            # Extract some basic features from the waveform, in this case mean and std deviation\n",
    "            for channel in record.p_signal.T:\n",
    "                mean = np.mean(channel)\n",
    "                std = np.std(channel)\n",
    "                waveform_features.append([mean, std])\n",
    "\n",
    "            # Create targets for our model. This is a toy example and assumes that \n",
    "            # the length of the annotation symbol list is the same as the number of waveforms\n",
    "            # In a real-world scenario, you might have to preprocess these annotations to match your waveform data\n",
    "            targets.extend([1 if ann == 'N' else 0 for ann in annotation.symbol])\n",
    "\n",
    "waveform_features = np.array(waveform_features)\n",
    "targets = np.array(targets)\n",
    "\n",
    "# First, split the data into a training set (70% of total) and a temporary set (30% of total)\n",
    "X_train, X_temp, y_train, y_temp = train_test_split(waveform_features, targets, test_size=0.3, random_state=42)\n",
    "\n",
    "# Then, split the temporary set into validation and test sets\n",
    "X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=2/3, random_state=42)\n",
    "\n",
    "# Create and train a Random Forest model\n",
    "model = RandomForestClassifier()\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "# Evaluate on validation set\n",
    "val_predictions = model.predict(X_val)\n",
    "print('Validation Accuracy:', accuracy_score(y_val, val_predictions))\n",
    "\n",
    "# Evaluate on test set\n",
    "test_predictions = model.predict(X_test)\n",
    "print('Test Accuracy:', accuracy_score(y_test, test_predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import wfdb\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Read the record\n",
    "record = wfdb.rdrecord(root+'p00/p000020/3544749_0004')\n",
    "\n",
    "# Plot the record\n",
    "plt.figure(figsize=(10,5))  # You can change the figure size to zoom in or out\n",
    "plt.plot(record.p_signal)\n",
    "\n",
    "# Set x and y axis lab|els\n",
    "plt.xlabel('Time (s)')\n",
    "plt.ylabel('Amplitude')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Base path\n",
    "base_path = root+'p00/p000020/'\n",
    "\n",
    "# Record names\n",
    "record_names = ['3544749_0004', '3544749_0005', '3544749_0006', '3544749_0007', '3544749_0008']\n",
    "\n",
    "# Initialize an empty list to hold all signals\n",
    "all_signals = []\n",
    "\n",
    "# Loop over all record names\n",
    "for record_name in record_names:\n",
    "    # Read the record\n",
    "    record = wfdb.rdrecord(base_path + record_name)\n",
    "    \n",
    "    # Append the signal to the list (assuming a single-channel signal)\n",
    "    all_signals.append(record.p_signal.flatten())\n",
    "\n",
    "# Concatenate all signals\n",
    "all_signals = np.concatenate(all_signals)\n",
    "\n",
    "# Plot the signal\n",
    "plt.figure(figsize=(15,5))  # You can change the figure size to zoom in or out\n",
    "plt.plot(all_signals)\n",
    "\n",
    "# Set x and y axis labels\n",
    "plt.xlabel('Time (s)')\n",
    "plt.ylabel('Amplitude')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import wfdb\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Base path\n",
    "base_path = root+'p00/p000020/'\n",
    "\n",
    "# Record names\n",
    "record_names = ['3544749_0004', '3544749_0005', '3544749_0006', '3544749_0007', '3544749_0008']\n",
    "\n",
    "# Initialize an empty list to hold all signals\n",
    "all_records = []\n",
    "\n",
    "# Loop over all record names\n",
    "for record_name in record_names:\n",
    "    # Read the record\n",
    "    record = wfdb.rdrecord(base_path + record_name)\n",
    "    \n",
    "    # Append the record to the list\n",
    "    all_records.append(record)\n",
    "\n",
    "# Plot each signal in a separate subplot\n",
    "fig, axs = plt.subplots(len(all_records), figsize=(10,5))\n",
    "\n",
    "for i, record in enumerate(all_records):\n",
    "    # Plot the signal (assuming a single-channel signal)\n",
    "    axs[i].plot(record.p_signal)\n",
    "    \n",
    "    # Set x and y axis labels\n",
    "    axs[i].set_xlabel('Time (s)')\n",
    "    axs[i].set_ylabel('Amplitude')\n",
    "\n",
    "# Show the plot\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
